Datasets:

General-Level
/

General-Bench-Closeset-Scoped

ArXiv:

Dataset card Files Files and versions Community

Dataset Viewer

Split (1)

train

The dataset viewer is not available for this split.

Cannot extract the features (columns) for the split 'train' of the config 'default' of the dataset.

Error code:   FeaturesError
Exception:    ArrowInvalid
Message:      Schema at index 1 was different: 
3D_comprehension: struct<3D Accessory Classification: struct<matched_folder: string>, 3D Appliance Classification: struct<matched_folder: string>, 3D Tableware Classification: struct<matched_folder: string>, 3D Musical Instrument Classification: struct<matched_folder: string>, 3D Person Classification: struct<matched_folder: string>, 3D Furniture Classification: struct<matched_folder: string>, 3D Structure Classification: struct<matched_folder: string>, 3D Electronic Classification: struct<matched_folder: string>, 3D Vehicle Classification: struct<matched_folder: string>, 3D Indoor Appliance Semantic Segmentation: struct<matched_folder: string>, 3D Outdoor Semantic Segmentation: struct<matched_folder: string>, 3D Indoor Instance Segmentation: struct<matched_folder: string>, 3D Odometry: struct<matched_folder: string>, 3D Aircrafts Part Segmentation: struct<matched_folder: string>, 3D Personal Item Part Segmentation: struct<matched_folder: string>, 3D Vehicle Part Segmentation: struct<matched_folder: string>, 3D Furniture Part Segmentation: struct<matched_folder: string>, 3D Tableware Part Segmentation: struct<matched_folder: string>, 3D Weapon Part Segmentation: struct<matched_folder: string>, 3D Normal Estimation: struct<matched_folder: string>>
video_generation: struct<Subject-Driven Text to Video Generation: struct<matched_folder: string>, Background-Consistency Text to Video Geneation: struct<matched_folder: string>, Static Video Generation: struct<matched_folder: string>, Dynamic Video Generation: struct<matched_folder: string>, Artistic Content Text to Video Generation: struct<matched_folder: string>, Scene Text to Video Generation: struct<matched_folder: string>, Class-Conditioned Text to Video Generation: struct<matched_folder: string>, Multi-Class-Conditioned Text to Video Generation: struct<matched_folder: string>, Stylized Video Generation-Single Reference: struct<matched_folder: string>, Stylized Video Generation-Multiple Reference: struct<matched_folder: string>, Spatial Relation Video Generation: struct<matched_folder: string>, Camera Motion Video Generation: struct<matched_folder: string>, Terrestrial Animal Video Generation: struct<matched_folder: string>, Style-Specific Text to Video Generation: struct<matched_folder: string>, Color-Specific Text to Video Generation: struct<matched_folder: string>, Material-Specific Text to Video Generation: struct<matched_folder: string>, Action-Specific Text to Video Generation: struct<matched_folder: string>, Human Video Generation: struct<matched_folder: string>, Athletics Video Generation: struct<matched_folder: string>, Concert Video Generation: struct<matched_folder: string>, Water Sports Video Generation: struct<matched_folder: string>, Plant Image to Video Generation: struct<matched_folder: string>, Human Image to Video Generation: struct<matched_folder: string>, Wild Animal Image to Video Generation: struct<matched_folder: string>, Architecture Image to Video Generation: struct<matched_folder: string>, Food Image to Video Generation: struct<matched_folder: string>, Pet Image to Video Generation: struct<matched_folder: string>, Scene Image to Video Generation: struct<matched_folder: string>, Vehicle Image to Video Generation: struct<matched_folder: string>, Furniture Image to Video Generation: struct<matched_folder: string>, Cloth Image to Video Generation: struct<matched_folder: string>, Weather Image to Video Generation: struct<matched_folder: string>, Video Object Demoireing: struct<matched_folder: string>, Video Denoising: struct<matched_folder: string>, Video Frame Interpolation: struct<matched_folder: string>, Video Colorization: struct<matched_folder: string>, Video Dehazing: struct<matched_folder: string>, Video Desnowing: struct<matched_folder: string>, Video Deraining: struct<matched_folder: string>, Road Scene Video Superresolution: struct<matched_folder: string>, Real World Video Superresolution: struct<matched_folder: string>, Video Animal Inpainting: struct<matched_folder: string>, Video Non-Animal Inpainting: struct<matched_folder: string>, Video Deblurring: struct<matched_folder: string>, Video Translation: struct<matched_folder: string>, Portrait Video Style Transfer: struct<matched_folder: string>>
video_comprehension: struct<Agriculture Video Question Answering: struct<matched_folder: string>, Geography Video Question Answering: struct<matched_folder: string>, Human Survival Video Question Answering: struct<matched_folder: string>, Military Video Question Answering: struct<matched_folder: string>, Comedy Video Question Answering: struct<matched_folder: string>, Movie Video Question Answering: struct<matched_folder: string>, Science Video Question Answering: struct<matched_folder: string>, Sports Video Question Answering: struct<matched_folder: string>, Pets Video Question Answering: struct<matched_folder: string>, Gymnastics Video Question Answering: struct<matched_folder: string>, Ball Game Video Question Answering: struct<matched_folder: string>, Object Color Video Question Answering: struct<matched_folder: string>, Object Motion Video Question Answering: struct<matched_folder: string>, Object Location Video Question Answering: struct<matched_folder: string>, Object Direction Video Question Answering: struct<matched_folder: string>, Education Video Question Answering: struct<matched_folder: string>, Human-Object Interaction Video Question Answering: struct<matched_folder: string>, Pets Video Recognition: struct<matched_folder: string>, Science Video Recognition: struct<matched_folder: string>, Video Object Counting: struct<matched_folder: string>, Natural Disaster Video Recognition: struct<matched_folder: string>, Video Object Existence Recognition: struct<matched_folder: string>, Video Object Interaction Recognition: struct<matched_folder: string>, TV-Show Recognition: struct<matched_folder: string>, Video Sports Recognition: struct<matched_folder: string>, Video Animal Recognition: struct<matched_folder: string>, Video Food Recognition: struct<matched_folder: string>, Art Recognition: struct<matched_folder: string>, Autos and Vehicles Video Captioning: struct<matched_folder: string>, Food Video Captioning: struct<matched_folder: string>, Video Salient Object Detection: struct<matched_folder: string>, Human Video Salient Detection: struct<matched_folder: string>, Aquatic Video Camouflaged Object Detection: struct<matched_folder: string>, Terrestrial Video Camouflaged Object Detection: struct<matched_folder: string>, Human-Object Interaction Video Captioning: struct<matched_folder: string>, Human-Human Interaction Video Captioning: struct<matched_folder: string>, BodyMotion Video Captioning: struct<matched_folder: string>, Musical Instruments Video Captioning: struct<matched_folder: string>, Sports and Exercise Video Captioning: struct<matched_folder: string>, Facial Action Video Captioning: struct<matched_folder: string>, Facial-Object Operations Video Captioning: struct<matched_folder: string>, Arts and Crafts Video Captioning: struct<matched_folder: string>, Personal Care Video Captioning: struct<matched_folder: string>, DailyLife and Skills Video Captioning: struct<matched_folder: string>, Entertainment-related Video Captioning: struct<matched_folder: string>, Sign Language Video Recognition: struct<matched_folder: string>, Video Action Sequence Understanding: struct<matched_folder: string>, Video Action Sequence Prediction: struct<matched_folder: string>, Video Action Counting: struct<matched_folder: string>, Video Action Ordering: struct<matched_folder: string>, Ball Sports Video Captioning: struct<matched_folder: string>, Science and Technology Video Captioning: struct<matched_folder: string>, Music Video Question Answering: struct<matched_folder: string>, Game Video Question Answering: struct<matched_folder: string>, Movie and Show Video Captioning: struct<matched_folder: string>, Finance Video Captioning: struct<matched_folder: string>, History and Literature Video Captioning: struct<matched_folder: string>, Business Video Captioning: struct<matched_folder: string>, Humor Video Captioning: struct<matched_folder: string>, In the Wild Automobile Video Object Segmentation: struct<matched_folder: string>, In the Wild Human Video Object Segmentation: struct<matched_folder: string>, In the Wild Animal Video Object Segmentation: struct<matched_folder: string>, In the Wild Furniture Video Object Segmentation: struct<matched_folder: string>, Automobile Video Object Segmentation: struct<matched_folder: string>, Human Video Object Segmentation: struct<matched_folder: string>, Animal Video Object Segmentation: struct<matched_folder: string>, Sports Video Object Segmentation: struct<matched_folder: string>, Automobile Street-Scene Video Object Segmentation: struct<matched_folder: string>, Human Street-Scene Video Object Segmentation: struct<matched_folder: string>, Bicycle Street-Scene Video Object Segmentation: struct<matched_folder: string>, Human Referring Video Object Segmentation: struct<matched_folder: string>, Animal Referring Video Object Segmentation: struct<matched_folder: string>, Human Reasoning Video Object Segmentation: struct<matched_folder: string>, Animal Reasoning Video Object Segmentation: struct<matched_folder: string>, Automobile Reasoning Video Object Segmentation: struct<matched_folder: string>, Spatio-Temporal Static Action Detection: struct<matched_folder: string>, Spatio-Temporal Dynamic Action Detection: struct<matched_folder: string>, Human Complex-Scene Reasoning Video Object Segmentation: struct<matched_folder: string>, Animal Complex-Scene Reasoning Video Object Segmentation: struct<matched_folder: string>, Automobile Complex-Scene Reasoning Video Object Segmentation: struct<matched_folder: string>, Human and Part Complex-Scene Reasoning Video Object Segmentation: struct<matched_folder: string>, Equipment Complex-Scene Reasoning Video Object Segmentation: struct<matched_folder: string>, Human Video Grounding: struct<matched_folder: string>, Animal Video Grounding: struct<matched_folder: string>, Automobile Video Grounding: struct<matched_folder: string>, Sythetic Video Depth Estimation: struct<matched_folder: string>, Indoor Static Video Depth Estimation: struct<matched_folder: string>, Indoor Dynamic Video Depth Estimation: struct<matched_folder: string>, Street Scene Video Depth Estimation: struct<matched_folder: string>, Color Aware Object Matching: struct<matched_folder: string>, Shape or Posture Aware Matching: struct<matched_folder: string>, Textual or Logo Markers Aware Object Matching: struct<matched_folder: string>, Size Aware Object Matching: struct<matched_folder: string>, Relative Position Aware Object Matching: struct<matched_folder: string>, Orientation and Movement Aware Object Matching: struct<matched_folder: string>, Binding Relationship Aware Object Matching: struct<matched_folder: string>, Object Markers Aware Object Matching: struct<matched_folder: string>, Ball Tracking: struct<matched_folder: string>, Vehicle Tracking: struct<matched_folder: string>, Human Tracking: struct<matched_folder: string>, Animal Tracking: struct<matched_folder: string>, General Objects Tracking: struct<matched_folder: string>, Human Part Tracking: struct<matched_folder: string>, General Objects Part Tracking: struct<matched_folder: string>, Long Video Human Tracking: struct<matched_folder: string>, Long Video General Object Tracking: struct<matched_folder: string>, Long Video Animal Tracking: struct<matched_folder: string>, Long Video Vehicle Tracking: struct<matched_folder: string>, Long Video Object Tracking in Crowd Sense: struct<matched_folder: string>, UAV Video Human Tracking: struct<matched_folder: string>, UAV Video Vehicle Tracking: struct<matched_folder: string>, UAV Video UAV Tracking: struct<matched_folder: string>, UAV Video Building Tracking: struct<matched_folder: string>, UAV Video General Object Tracking: struct<matched_folder: string>, Underwater Video Object Tracking in Blue Water: struct<matched_folder: string>, Underwater Video Object Tracking in Yellow Water: struct<matched_folder: string>, Underwater Video Object Tracking in Green Water: struct<matched_folder: string>, Underwater Video Object Tracking in White Water: struct<matched_folder: string>, Video Object Tracking in Crowd Sense: struct<matched_folder: string>, Optical Flow in Simple Synthetic Scene: struct<matched_folder: string>, Optical Flow in Complex Scene Estimation: struct<matched_folder: string>, Panoramic Optical Flow Estimation: struct<matched_folder: string>, News and Documentary Video Captioning: struct<matched_folder: string>>
audio_generation: struct<AudioEdit: struct<matched_folder: string>, Daily Talk Generation: struct<matched_folder: string>, Emotional Speech Synthesis: struct<matched_folder: string>, Emotion Style Transfer: struct<matched_folder: string>, Text-To-Speech: struct<matched_folder: string>, Multimodal TTS: struct<matched_folder: string>, Single Caption To Audio Generation: struct<matched_folder: string>, Two Captions To Audio Generation: struct<matched_folder: string>, Image-to-Speech: struct<matched_folder: string>, Video-to-Audio: struct<matched_folder: string>, Voice Conversion: struct<matched_folder: string>, Chinese-to-English Speech Translation: struct<matched_folder: string>, English-to-Chinese Speech Translation: struct<matched_folder: string>, English-to-Mogolian Speech Translation: struct<matched_folder: string>, Piano-to-Orchestration Generation: struct<matched_folder: string>, Pop Music Generation: struct<matched_folder: string>, Singing Voice Synthesis: struct<matched_folder: string>, Song Generation: struct<matched_folder: string>, Music Style Transfer: struct<matched_folder: string>, Chord-based Music Style Transfer: struct<matched_folder: string>>
audio_comprehension: struct<Accent Classification: struct<matched_folder: string>, Accent Sex Classification: struct<matched_folder: string>, Speaker Identification: struct<matched_folder: string>, Vocal Sound Classification: struct<matched_folder: string>, Intent Classification: struct<matched_folder: string>, Speech Command: struct<matched_folder: string>, Speech Event Extraction: struct<matched_folder: string>, Speech Emotion Recognition: struct<matched_folder: string>, Music Genre Classification: struct<matched_folder: string>, Music Instrument Classification: struct<matched_folder: string>, Music Instrument Source Analysis: struct<matched_folder: string>, Music Pitch Analysis: struct<matched_folder: string>, Note Qualities Analysis: struct<matched_folder: string>, Singer Identification: struct<matched_folder: string>, Vocal Technique Detection: struct<matched_folder: string>, Long Audio Captioning: struct<matched_folder: string>, Wild Audio Captioning: struct<matched_folder: string>, Open Audio Question Answering: struct<matched_folder: string>, Audio Question Answering: struct<matched_folder: string>, Bird Sound Detection: struct<matched_folder: string>, Animal Sound Detection: struct<matched_folder: string>, Acoustic Scene Recognition: struct<matched_folder: string>, Environment Sound Recognition: struct<matched_folder: string>, Sound Event Recognition: struct<matched_folder: string>>
image_generation: struct<Edge-to-Image Generation: struct<matched_folder: string>, EEG-based Image Generation: struct<matched_folder: string>, Image Deraining: struct<matched_folder: string>, Image Raindrop Removal: struct<matched_folder: string>, Image Dehazing: struct<matched_folder: string>, Image Desnowing: struct<matched_folder: string>, Image Deblurring: struct<matched_folder: string>, JPEG Image Artifact Deduction: struct<matched_folder: string>, Remote Sensing Image Dehazing: struct<matched_folder: string>, Image Shadow Removal: struct<matched_folder: string>, Image Flare Removal: struct<matched_folder: string>, Underwater Image Restoration: struct<matched_folder: string>, Document Image Unwarping: struct<matched_folder: string>, Image Detail Enhancement: struct<matched_folder: string>, Low-light Image Enhancement: struct<matched_folder: string>, Face Image Inpainting: struct<matched_folder: string>, Face Image Comic Style Transfer: struct<matched_folder: string>, Text-based Style Transfer: struct<matched_folder: string>, Infection-map Generation: struct<matched_folder: string>, Face Sketch Synthesis: struct<matched_folder: string>, Image Editing with Text and Image Prompt: struct<matched_folder: string>, Image Editing with Multi-image Prompt: struct<matched_folder: string>, Image Editing with Text and Multi-image Prompt: struct<matched_folder: string>, Layout-to-Face Image Generation: struct<matched_folder: string>, Mask-to-Image Face Generation: struct<matched_folder: string>, Sketch-to-Face Image Generation: struct<matched_folder: string>, Sketch-to-Background Image Generation: struct<matched_folder: string>, Sketch-to-Scene Image Generation: struct<matched_folder: string>, Sketch-to-Image Hair Generation: struct<matched_folder: string>, Sound-to-Image Generation: struct<matched_folder: string>, Image Colorization: struct<matched_folder: string>, Chinese-based Image Editing: struct<matched_folder: string>, Text-based Image Editing: struct<matched_folder: string>, Deep Fake Generation: struct<matched_folder: string>, Text-based E-commerce Product Image Generation: struct<matched_folder: string>, Text-based Terrestrial Animal Image Generation: struct<matched_folder: string>, Long-text-based Image generation: struct<matched_folder: string>, Multi-language-based Image Generation: struct<matched_folder: string>, Handwriting Text Generation: struct<matched_folder: string>, Text-based Face Generation: struct<matched_folder: string>, Text-based Astronomical Image Generation: struct<matched_folder: string>, Text-to-Image Indian Food Generation: struct<matched_folder: string>, Text-to-Image Microorganism Generation: struct<matched_folder: string>, Text-to-Image Insect Generation: struct<matched_folder: string>, Text-to-Image Sea Animal Generation: struct<matched_folder: string>>
3D_generation: struct<3D Point Cloud Completion: struct<matched_folder: string>, Point Cloud to Mesh Object Reconstruction: struct<matched_folder: string>, Point Cloud to Mesh Scene Reconstruction: struct<matched_folder: string>, Text to 3D Living and Arts Point Cloud Generation: struct<matched_folder: string>, Text to 3D Science and Technology Point Cloud Generation: struct<matched_folder: string>, Text to 3D Nature and Biology Point Cloud Generation: struct<matched_folder: string>, Text to 3D Culture and Structure Point Cloud Generation: struct<matched_folder: string>, Text to 3D Living and Arts Mesh Generation: struct<matched_folder: string>, Text to 3D Science and Technology Mesh Generation: struct<matched_folder: string>, Text to 3D Nature and Biology Mesh Generation: struct<matched_folder: string>, Text to 3D Culture and Structure Mesh Generation: struct<matched_folder: string>, Living and Arts Image to 3D Mesh Generation: struct<matched_folder: string>, Science and Technology Image to 3D Mesh Generation: struct<matched_folder: string>, Nature and Biology Image to 3D Mesh Generation: struct<matched_folder: string>, Culture and Structure Image to 3D Mesh Generation: struct<matched_folder: string>, RGB-D to Mesh Reconstruction: struct<matched_folder: string>, Text to 3D Motion Generation: struct<matched_folder: string>>
nlp_task: struct<Commonsense Reasoning: struct<matched_folder: string>, Causal Reasoning: struct<matched_folder: string>, Document-Level Causal Reasoning: struct<matched_folder: string>, Counterfactual Reasoning: struct<matched_folder: string>, Analogical Reasoning: struct<matched_folder: string>, Multi-Hop Question Answering: struct<matched_folder: string>, Temporal Reasoning: struct<matched_folder: string>, Spatial Reasoning: struct<matched_folder: string>, Numerical Reasoning: struct<matched_folder: string>, Ethical Reasoning: struct<matched_folder: string>, Truthful Question Answering: struct<matched_folder: string>, Legal Question Answering: struct<matched_folder: string>, Bias Detection: struct<matched_folder: string>, Offensive Classification: struct<matched_folder: string>, Hate Speech Detection: struct<matched_folder: string>, Spam Detection: struct<matched_folder: string>, Fake News Detection: struct<matched_folder: string>, Fact Verification: struct<matched_folder: string>, Biomedical Question Answering: struct<matched_folder: string>, Medical Question Answering: struct<matched_folder: string>, Technical Question Answering: struct<matched_folder: string>, Engineering Question Answering: struct<matched_folder: string>, Science Question Answering: struct<matched_folder: string>, Earth Question Answering: struct<matched_folder: string>, Nature Question Answering: struct<matched_folder: string>, Humanities Question Answering: struct<matched_folder: string>, Social Science Question Answering: struct<matched_folder: string>, Philosophical Question Answering: struct<matched_folder: string>, Art Question Answering: struct<matched_folder: string>, Business Question Answering: struct<matched_folder: string>, History Question Answering: struct<matched_folder: string>, Fairytale Question Answering: struct<matched_folder: string>, Tweet Question Answering: struct<matched_folder: string>, Trivial QA: struct<matched_folder: string>, Open-Domain Question Answering: struct<matched_folder: string>, Conversational Question Answering: struct<matched_folder: string>, Table Question Answering: struct<matched_folder: string>, Multilingual Question Answering: struct<matched_folder: string>, Code-Switch Question Answering: struct<matched_folder: string>, Math Question Answering: struct<matched_folder: string>, Mathematical Word Problem Solving: struct<matched_folder: string>, Mathematical Proof Generation: struct<matched_folder: string>, Code Explanation: struct<matched_folder: string>, Code Defect Detection: struct<matched_folder: string>, Code Generation: struct<matched_folder: string>, Code Repair: struct<matched_folder: string>, Text-to-SQL Generation: struct<matched_folder: string>, Multilingual Translation: struct<matched_folder: string>, Low-Resource Translation: struct<matched_folder: string>, English-Chinese Translation: struct<matched_folder: string>, English-French Translation: struct<matched_folder: string>, Extractive Summarization: struct<matched_folder: string>, Abstractive Summarization: struct<matched_folder: string>, Multi-Document Summarization: struct<matched_folder: string>, Multi-Turn Daily Dialogue Generation: struct<matched_folder: string>, Table-to-Text Generation: struct<matched_folder: string>, Text Style Transfer: struct<matched_folder: string>, Story Generation: struct<matched_folder: string>, Paraphrase Generation: struct<matched_folder: string>, Grammar Correction: struct<matched_folder: string>, Time Series Prediction: struct<matched_folder: string>, Topic Classification: struct<matched_folder: string>, Natural Language Inference: struct<matched_folder: string>, Sentence Similarity Detection: struct<matched_folder: string>, Intent Detection: struct<matched_folder: string>, Stance Detection: struct<matched_folder: string>, Personality Analysis: struct<matched_folder: string>, Humor Detection: struct<matched_folder: string>, Sarcasm Detection: struct<matched_folder: string>, Sentiment Classification: struct<matched_folder: string>, Mental Health Toxicity Detection: struct<matched_folder: string>, Financial Sentiment Analysis: struct<matched_folder: string>, Metaphor Detection: struct<matched_folder: string>, Aspect Category Detection: struct<matched_folder: string>, Aspect Sentiment Classification: struct<matched_folder: string>, Aspect Term Extraction: struct<matched_folder: string>, Target-oriented Opinion Words Extraction: struct<matched_folder: string>, Aspect-Opinion Pair Extraction: struct<matched_folder: string>, End-to-End ABSA: struct<matched_folder: string>, Aspect Sentiment Triplet Extraction: struct<matched_folder: string>, Aspect-Category-Sentiment Detection: struct<matched_folder: string>, Aspect Sentiment Quad Prediction: struct<matched_folder: string>, Dialogue-Level Sentiment Quadruple Extraction: struct<matched_folder: string>, Soccer Sentiment Classification: struct<matched_folder: string>, Comparative Opinion Quintuple Extraction: struct<matched_folder: string>, Scientific NER: struct<matched_folder: string>, Temporal NER: struct<matched_folder: string>, Pathology NER: struct<matched_folder: string>, Cybersecurity NER: struct<matched_folder: string>, Geological NER: struct<matched_folder: string>, Legal NER: struct<matched_folder: string>, Organization Recognition: struct<matched_folder: string>, Person Recognition: struct<matched_folder: string>, Location Recognition: struct<matched_folder: string>, Climate Change NER: struct<matched_folder: string>, Gene/Protein Named Entity Recognition: struct<matched_folder: string>, Chemical Named Entity Recognition: struct<matched_folder: string>, Disease-NER: struct<matched_folder: string>, Scientific Relation Extraction: struct<matched_folder: string>, News Relation Extraction: struct<matched_folder: string>, Joint NER and RE: struct<matched_folder: string>, DocRE: struct<matched_folder: string>, Adverse Drug Reaction: struct<matched_folder: string>, Protein-Protein Interaction Extraction: struct<matched_folder: string>, Drug-Drug Interaction: struct<matched_folder: string>, Genetic Association Datebase: struct<matched_folder: string>, Chemical-Protein Relationship Extraction: struct<matched_folder: string>, Event Trigger Detection: struct<matched_folder: string>, Temporal Event Reasoning: struct<matched_folder: string>, Event Coreference Resolution: struct<matched_folder: string>, Semantic Role Labeling: struct<matched_folder: string>, Abstract Meaning Representation: struct<matched_folder: string>, Dependency Parsing: struct<matched_folder: string>, Constituency Parsing: struct<matched_folder: string>, Part-of-Speech: struct<matched_folder: string>>
image_comprehension: struct<Sports Image Classification: struct<matched_folder: string>, Sketch-to-HTML Code Generation: struct<matched_folder: string>, Plant Disease Detection: struct<matched_folder: string>, Fruit Disease Recognition: struct<matched_folder: string>, Abnormal Heartbeat Recognition: struct<matched_folder: string>, Myocardial Infarction Recognition: struct<matched_folder: string>, Brain Tumor MRI Recognition: struct<matched_folder: string>, Pumpkin Leaf Diseases Recognition: struct<matched_folder: string>, Leukemia Classification: struct<matched_folder: string>, Multi-Page Agreement Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Application Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Certificate Document Visual Question Answering: struct<matched_folder: string>, Multi-Page E-mail Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Form Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Handwritten Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Infographic Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Invoice Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Letter Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Manual Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Meeting Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Memo Document Visual Question Answering: struct<matched_folder: string>, Multi-Page News Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Order Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Poster Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Presentation Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Report Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Request Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Resume Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Sheet Document Visual Question Answering: struct<matched_folder: string>, Person Emotion Detection: struct<matched_folder: string>, Pet Face Expression Recognition: struct<matched_folder: string>, Emotion Recognition: struct<matched_folder: string>, Face Emotion Recognition: struct<matched_folder: string>, Spectrum Graph Car Classification: struct<matched_folder: string>, Attribute Hallucination Detection: struct<matched_folder: string>, Object Hallucination Detection: struct<matched_folder: string>, Instagram Image Caption: struct<matched_folder: string>, Satellite Image Caption: struct<matched_folder: string>, Astronomy Image Captioning: struct<matched_folder: string>, Pedestrian Instance Segmentation: struct<matched_folder: string>, Vehicle Instance Segmentation: struct<matched_folder: string>, Handwriting OCR: struct<matched_folder: string>, Letter and Number OCR: struct<matched_folder: string>, License Plate OCR: struct<matched_folder: string>, Radical-Level Oracle Bone Character Recognition: struct<matched_folder: string>, Latex Code Recognition: struct<matched_folder: string>, Indoor Semantic Segmentation: struct<matched_folder: string>, Pedestrian Semantic Segmentation: struct<matched_folder: string>, Road Semantic Segmentation: struct<matched_folder: string>, Vehicle Semantic Segmentation: struct<matched_folder: string>, People Clothing Segmentation: struct<matched_folder: string>, Flood Area Segmentation: struct<matched_folder: string>, Short Expression Visual Grounding: struct<matched_folder: string>, External Knowledge Required Image Question Answering: struct<matched_folder: string>, Medical Image Question Answering: struct<matched_folder: string>, Reasoning and Compositional Image Question Answering: struct<matched_folder: string>, Geography Visual Question Answering: struct<matched_folder: string>, Geometry Visual Question Answering: struct<matched_folder: string>, Lung Nodule Diagnosis Visual Question Answering: struct<matched_folder: string>, Mathematical Statistical Reasoning Visual Question Answering: struct<matched_folder: string>, Mathematical Textbook Visual Question Answering: struct<matched_folder: string>, Mathematical Word Problem Visual Question Answering: struct<matched_folder: string>, Physics Visual Question Answering: struct<matched_folder: string>, Mathematical Synthetic Scene Visual Question Answering: struct<matched_folder: string>, Remote Sense Visual Question Answering: struct<matched_folder: string>, Skin Disease Visual Question Answering: struct<matched_folder: string>, Internet-Retrieved-Information Visual Question Answering: struct<matched_folder: string>, Webpage Content Visual Question Answering: struct<matched_folder: string>, Sporting-related VQA: struct<matched_folder: string>, Financial Dialogue VQA: struct<matched_folder: string>, Historical Multi-Source Dialogue: struct<matched_folder: string>, Multi-Turn Interactive Dialogue: struct<matched_folder: string>, Complex Multi-Scenario Dialogue: struct<matched_folder: string>, Multimodal Slide Question Answering: struct<matched_folder: string>, Multimodal Document VQA: struct<matched_folder: string>, Multimodal Document Fine-grained Reasoning: struct<matched_folder: string>, Textbook Diagram VQA: struct<matched_folder: string>, Education-Related VQA: struct<matched_folder: string>, Book Information VQA: struct<matched_folder: string>, Textual Document VQA: struct<matched_folder: string>, Text-Table-Image Joint Reasoning: struct<matched_folder: string>, Handwritten Formula Visual Question Answering: struct<matched_folder: string>, Face Comparison Visual Question Answering: struct<matched_folder: string>, Image Similarity Visual Question Answering: struct<matched_folder: string>, Art Image Visual Question Answering: struct<matched_folder: string>, Culture Image Visual Question Answering: struct<matched_folder: string>, Imge Editing Instruction Generation: struct<matched_folder: string>, Bottle Anomaly Detection: struct<matched_folder: string>, Cable Anomaly Detection: struct<matched_folder: string>, Capsule Anomaly Detection: struct<matched_folder: string>, Carpet Anomaly Detection: struct<matched_folder: string>, Grid Anomaly Detection: struct<matched_folder: string>, Hazelnut Anomaly Detection: struct<matched_folder: string>, Leather Anomaly Detection: struct<matched_folder: string>, Metal Nut Anomaly Detection: struct<matched_folder: string>, Pill Anomaly Detection: struct<matched_folder: string>, Screw Anomaly Detection: struct<matched_folder: string>, Tile Anomaly Detection: struct<matched_folder: string>, Toothbrush-Anomaly Detection: struct<matched_folder: string>, Transistor Anomaly Detection: struct<matched_folder: string>, Wood Anomaly Detection: struct<matched_folder: string>, Zipper Anomaly Detection: struct<matched_folder: string>, COVID-19 CT Scan Lesion Segmentation: struct<matched_folder: string>, Hubmap Organ Segmentation: struct<matched_folder: string>, Lung segmentation: struct<matched_folder: string>, Bacteria Segmentation: struct<matched_folder: string>, Tuberculosis X-ray Segmentation: struct<matched_folder: string>, Person Keypoint Detection: struct<matched_folder: string>, Image Pair Multi-Attribute Question Answering: struct<matched_folder: string>, Numerical Dual Image Description Verification: struct<matched_folder: string>, Aircraft Model Matching: struct<matched_folder: string>, Car Model Matching: struct<matched_folder: string>, Pose and Activity Consistency Verification: struct<matched_folder: string>, Digital Consistency Comparison: struct<matched_folder: string>, Egocentric Daily Tasks Action Planning: struct<matched_folder: string>, Context-Aware Embodied Agent Dialogue: struct<matched_folder: string>, Embodied Navigating Visual Question Answering: struct<matched_folder: string>, Environment-Based Next-action Description: struct<matched_folder: string>, Multimodal Decision-making Reasoning: struct<matched_folder: string>, Comic Dialogue Completion: struct<matched_folder: string>, Fashion Concept Visual Question Answering: struct<matched_folder: string>, Cloth Color Visual Question Answering: struct<matched_folder: string>, Multi-Image Visual Entailment Reasoning: struct<matched_folder: string>, Visual Step Completion: struct<matched_folder: string>, Recipe Ingredient Description: struct<matched_folder: string>, Visual Step Matching Reasoning: struct<matched_folder: string>, Industrial Inspection Multi-Image Reasoning: struct<matched_folder: string>, Property Coherence Reasoning: struct<matched_folder: string>, Recipe Completion: struct<matched_folder: string>, Comic Panel VQA: struct<matched_folder: string>, Abduction-based VQA: struct<matched_folder: string>, Dual-Image Causal-and-Effect Reasoning: struct<matched_folder: string>, Driving Recording Reasoning: struct<matched_folder: string>, Attribute Congruity Reasoning: struct<matched_folder: string>, Seed Counting: struct<matched_folder: string>, Vehicle Counting: struct<matched_folder: string>, Multimodal Neural Translation: struct<matched_folder: string>, Small Object Detection: struct<matched_folder: string>, Traffic Signs Detection: struct<matched_folder: string>, Medical Device Detection: struct<matched_folder: string>, Wound Detection: struct<matched_folder: string>, Gauge Detection: struct<matched_folder: string>, Parking Space Detection: struct<matched_folder: string>, Tree Detection: struct<matched_folder: string>, Traffic Light Detection: struct<matched_folder: string>, rock-paper-scissors-gesture-detection: struct<matched_folder: string>, Price Tag Detection and Text Grounding: struct<matched_folder: string>, Retail Object Detection: struct<matched_folder: string>, Exit Sign Detection: struct<matched_folder: string>, Handwriting Component Detection: struct<matched_folder: string>, Sign Language Detection: struct<matched_folder: string>, football player detection: struct<matched_folder: string>, Pest Detection: struct<matched_folder: string>, Underwater garbage Detection: struct<matched_folder: string>, Food Detection: struct<matched_folder: string>, Circuit Elements Detection: struct<matched_folder: string>, Tabular Data Detection: struct<matched_folder: string>, Radio-Spectrogram Detection: struct<matched_folder: string>, Empty Shelf Detection: struct<matched_folder: string>, Tomato Detection: struct<matched_folder: string>, Drone Detection: struct<matched_folder: string>, Bee Detection: struct<matched_folder: string>, Cat Faces Detection: struct<matched_folder: string>, Bird Detection: struct<matched_folder: string>, Deepfish Detection: struct<matched_folder: string>, Raccoon Detection: struct<matched_folder: string>, Ship Detection: struct<matched_folder: string>, Weed Detection: struct<matched_folder: string>, Radar Ship Detection: struct<matched_folder: string>, Animal Image Matting: struct<matched_folder: string>, Portrait Matting: struct<matched_folder: string>, Text Manipulation Region Matting: struct<matched_folder: string>, Person Hair Matting: struct<matched_folder: string>, Animal Recognition: struct<matched_folder: string>, Big Cat Image Recognition: struct<matched_folder: string>, Fruit Recognition: struct<matched_folder: string>, Vegetable Recognition: struct<matched_folder: string>, Car Brands Recognition: struct<matched_folder: string>, Damaged Egg Recognition: struct<matched_folder: string>, Dog Breeds Recognition: struct<matched_folder: string>, Garbage Classification: struct<matched_folder: string>, Mammal Recognition: struct<matched_folder: string>, Utensil Recognition: struct<matched_folder: string>, Bird Species Recognition: struct<matched_folder: string>, Chinese Fine Art Recognition: struct<matched_folder: string>, Famous Iconic Women Recognition: struct<matched_folder: string>, Text Manipulation Classification: struct<matched_folder: string>, Gender Recognition: struct<matched_folder: string>, Infrared/Thermal Image Classification: struct<matched_folder: string>, Waste Item Image Classification: struct<matched_folder: string>, Image Style Classification: struct<matched_folder: string>, Microorganism Image Classification: struct<matched_folder: string>, Deep Fake Detection: struct<matched_folder: string>, Road Scene Panoptic Segmentation: struct<matched_folder: string>, Yoga Pose Recognition: struct<matched_folder: string>, Classification of Visual Spatial Relationship: struct<matched_folder: string>, Description of Single Spatial Relationship: struct<matched_folder: string>, Description of Open-ended Spatial Relationship: struct<matched_folder: string>, RGBD Semantic Segmentation: struct<matched_folder: string>, Strawberry Ripeness Recognition: struct<matched_folder: string>, Fire Detection: struct<matched_folder: string>, Gun Detection: struct<matched_folder: string>, Construction Safety Equipment Detection: struct<matched_folder: string>, Safety Vests Detection: struct<matched_folder: string>, Fall Human Detection: struct<matched_folder: string>, Smoke Detection: struct<matched_folder: string>, Helmet Detection: struct<matched_folder: string>, Image Scene Graph Parsing: struct<matched_folder: string>, Terrain Recognition: struct<matched_folder: string>, American Sign Language Recognition: struct<matched_folder: string>, Before-After Relationship Caption: struct<matched_folder: string>, Surveillance Object-Level Change Description: struct<matched_folder: string>, Multi-Image Alteration Description: struct<matched_folder: string>, Bird Variation Comparison Description: struct<matched_folder: string>, Subtle Difference Description: struct<matched_folder: string>, Multimodal Relation Extraction: struct<matched_folder: string>, Animated Story Completion: struct<matched_folder: string>, Cartoon Story Telling: struct<matched_folder: string>, Multi-image Next-frame Description: struct<matched_folder: string>, Sequential Photo Storytelling: struct<matched_folder: string>, Sequential Story Completion: struct<matched_folder: string>>
vs
task: string
data_source: string
type: string
modality: struct<in: list<item: string>, out: list<item: string>>
version: string
set_type: string
data: list<item: struct<input: struct<original_3d_point_file: string, 3d_point_file: string, question: string, prompt: string>, output: struct<answer: string>, id: string>>
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 228, in compute_first_rows_from_streaming_response
                  iterable_dataset = iterable_dataset._resolve_features()
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 3422, in _resolve_features
                  features = _infer_features_from_batch(self.with_format(None)._head())
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 2187, in _head
                  return next(iter(self.iter(batch_size=n)))
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 2391, in iter
                  for key, example in iterator:
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 1882, in __iter__
                  for key, pa_table in self._iter_arrow():
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 1904, in _iter_arrow
                  yield from self.ex_iterable._iter_arrow()
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 527, in _iter_arrow
                  yield new_key, pa.Table.from_batches(chunks_buffer)
                File "pyarrow/table.pxi", line 4116, in pyarrow.lib.Table.from_batches
                File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
              pyarrow.lib.ArrowInvalid: Schema at index 1 was different: 
              3D_comprehension: struct<3D Accessory Classification: struct<matched_folder: string>, 3D Appliance Classification: struct<matched_folder: string>, 3D Tableware Classification: struct<matched_folder: string>, 3D Musical Instrument Classification: struct<matched_folder: string>, 3D Person Classification: struct<matched_folder: string>, 3D Furniture Classification: struct<matched_folder: string>, 3D Structure Classification: struct<matched_folder: string>, 3D Electronic Classification: struct<matched_folder: string>, 3D Vehicle Classification: struct<matched_folder: string>, 3D Indoor Appliance Semantic Segmentation: struct<matched_folder: string>, 3D Outdoor Semantic Segmentation: struct<matched_folder: string>, 3D Indoor Instance Segmentation: struct<matched_folder: string>, 3D Odometry: struct<matched_folder: string>, 3D Aircrafts Part Segmentation: struct<matched_folder: string>, 3D Personal Item Part Segmentation: struct<matched_folder: string>, 3D Vehicle Part Segmentation: struct<matched_folder: string>, 3D Furniture Part Segmentation: struct<matched_folder: string>, 3D Tableware Part Segmentation: struct<matched_folder: string>, 3D Weapon Part Segmentation: struct<matched_folder: string>, 3D Normal Estimation: struct<matched_folder: string>>
              video_generation: struct<Subject-Driven Text to Video Generation: struct<matched_folder: string>, Background-Consistency Text to Video Geneation: struct<matched_folder: string>, Static Video Generation: struct<matched_folder: string>, Dynamic Video Generation: struct<matched_folder: string>, Artistic Content Text to Video Generation: struct<matched_folder: string>, Scene Text to Video Generation: struct<matched_folder: string>, Class-Conditioned Text to Video Generation: struct<matched_folder: string>, Multi-Class-Conditioned Text to Video Generation: struct<matched_folder: string>, Stylized Video Generation-Single Reference: struct<matched_folder: string>, Stylized Video Generation-Multiple Reference: struct<matched_folder: string>, Spatial Relation Video Generation: struct<matched_folder: string>, Camera Motion Video Generation: struct<matched_folder: string>, Terrestrial Animal Video Generation: struct<matched_folder: string>, Style-Specific Text to Video Generation: struct<matched_folder: string>, Color-Specific Text to Video Generation: struct<matched_folder: string>, Material-Specific Text to Video Generation: struct<matched_folder: string>, Action-Specific Text to Video Generation: struct<matched_folder: string>, Human Video Generation: struct<matched_folder: string>, Athletics Video Generation: struct<matched_folder: string>, Concert Video Generation: struct<matched_folder: string>, Water Sports Video Generation: struct<matched_folder: string>, Plant Image to Video Generation: struct<matched_folder: string>, Human Image to Video Generation: struct<matched_folder: string>, Wild Animal Image to Video Generation: struct<matched_folder: string>, Architecture Image to Video Generation: struct<matched_folder: string>, Food Image to Video Generation: struct<matched_folder: string>, Pet Image to Video Generation: struct<matched_folder: string>, Scene Image to Video Generation: struct<matched_folder: string>, Vehicle Image to Video Generation: struct<matched_folder: string>, Furniture Image to Video Generation: struct<matched_folder: string>, Cloth Image to Video Generation: struct<matched_folder: string>, Weather Image to Video Generation: struct<matched_folder: string>, Video Object Demoireing: struct<matched_folder: string>, Video Denoising: struct<matched_folder: string>, Video Frame Interpolation: struct<matched_folder: string>, Video Colorization: struct<matched_folder: string>, Video Dehazing: struct<matched_folder: string>, Video Desnowing: struct<matched_folder: string>, Video Deraining: struct<matched_folder: string>, Road Scene Video Superresolution: struct<matched_folder: string>, Real World Video Superresolution: struct<matched_folder: string>, Video Animal Inpainting: struct<matched_folder: string>, Video Non-Animal Inpainting: struct<matched_folder: string>, Video Deblurring: struct<matched_folder: string>, Video Translation: struct<matched_folder: string>, Portrait Video Style Transfer: struct<matched_folder: string>>
              video_comprehension: struct<Agriculture Video Question Answering: struct<matched_folder: string>, Geography Video Question Answering: struct<matched_folder: string>, Human Survival Video Question Answering: struct<matched_folder: string>, Military Video Question Answering: struct<matched_folder: string>, Comedy Video Question Answering: struct<matched_folder: string>, Movie Video Question Answering: struct<matched_folder: string>, Science Video Question Answering: struct<matched_folder: string>, Sports Video Question Answering: struct<matched_folder: string>, Pets Video Question Answering: struct<matched_folder: string>, Gymnastics Video Question Answering: struct<matched_folder: string>, Ball Game Video Question Answering: struct<matched_folder: string>, Object Color Video Question Answering: struct<matched_folder: string>, Object Motion Video Question Answering: struct<matched_folder: string>, Object Location Video Question Answering: struct<matched_folder: string>, Object Direction Video Question Answering: struct<matched_folder: string>, Education Video Question Answering: struct<matched_folder: string>, Human-Object Interaction Video Question Answering: struct<matched_folder: string>, Pets Video Recognition: struct<matched_folder: string>, Science Video Recognition: struct<matched_folder: string>, Video Object Counting: struct<matched_folder: string>, Natural Disaster Video Recognition: struct<matched_folder: string>, Video Object Existence Recognition: struct<matched_folder: string>, Video Object Interaction Recognition: struct<matched_folder: string>, TV-Show Recognition: struct<matched_folder: string>, Video Sports Recognition: struct<matched_folder: string>, Video Animal Recognition: struct<matched_folder: string>, Video Food Recognition: struct<matched_folder: string>, Art Recognition: struct<matched_folder: string>, Autos and Vehicles Video Captioning: struct<matched_folder: string>, Food Video Captioning: struct<matched_folder: string>, Video Salient Object Detection: struct<matched_folder: string>, Human Video Salient Detection: struct<matched_folder: string>, Aquatic Video Camouflaged Object Detection: struct<matched_folder: string>, Terrestrial Video Camouflaged Object Detection: struct<matched_folder: string>, Human-Object Interaction Video Captioning: struct<matched_folder: string>, Human-Human Interaction Video Captioning: struct<matched_folder: string>, BodyMotion Video Captioning: struct<matched_folder: string>, Musical Instruments Video Captioning: struct<matched_folder: string>, Sports and Exercise Video Captioning: struct<matched_folder: string>, Facial Action Video Captioning: struct<matched_folder: string>, Facial-Object Operations Video Captioning: struct<matched_folder: string>, Arts and Crafts Video Captioning: struct<matched_folder: string>, Personal Care Video Captioning: struct<matched_folder: string>, DailyLife and Skills Video Captioning: struct<matched_folder: string>, Entertainment-related Video Captioning: struct<matched_folder: string>, Sign Language Video Recognition: struct<matched_folder: string>, Video Action Sequence Understanding: struct<matched_folder: string>, Video Action Sequence Prediction: struct<matched_folder: string>, Video Action Counting: struct<matched_folder: string>, Video Action Ordering: struct<matched_folder: string>, Ball Sports Video Captioning: struct<matched_folder: string>, Science and Technology Video Captioning: struct<matched_folder: string>, Music Video Question Answering: struct<matched_folder: string>, Game Video Question Answering: struct<matched_folder: string>, Movie and Show Video Captioning: struct<matched_folder: string>, Finance Video Captioning: struct<matched_folder: string>, History and Literature Video Captioning: struct<matched_folder: string>, Business Video Captioning: struct<matched_folder: string>, Humor Video Captioning: struct<matched_folder: string>, In the Wild Automobile Video Object Segmentation: struct<matched_folder: string>, In the Wild Human Video Object Segmentation: struct<matched_folder: string>, In the Wild Animal Video Object Segmentation: struct<matched_folder: string>, In the Wild Furniture Video Object Segmentation: struct<matched_folder: string>, Automobile Video Object Segmentation: struct<matched_folder: string>, Human Video Object Segmentation: struct<matched_folder: string>, Animal Video Object Segmentation: struct<matched_folder: string>, Sports Video Object Segmentation: struct<matched_folder: string>, Automobile Street-Scene Video Object Segmentation: struct<matched_folder: string>, Human Street-Scene Video Object Segmentation: struct<matched_folder: string>, Bicycle Street-Scene Video Object Segmentation: struct<matched_folder: string>, Human Referring Video Object Segmentation: struct<matched_folder: string>, Animal Referring Video Object Segmentation: struct<matched_folder: string>, Human Reasoning Video Object Segmentation: struct<matched_folder: string>, Animal Reasoning Video Object Segmentation: struct<matched_folder: string>, Automobile Reasoning Video Object Segmentation: struct<matched_folder: string>, Spatio-Temporal Static Action Detection: struct<matched_folder: string>, Spatio-Temporal Dynamic Action Detection: struct<matched_folder: string>, Human Complex-Scene Reasoning Video Object Segmentation: struct<matched_folder: string>, Animal Complex-Scene Reasoning Video Object Segmentation: struct<matched_folder: string>, Automobile Complex-Scene Reasoning Video Object Segmentation: struct<matched_folder: string>, Human and Part Complex-Scene Reasoning Video Object Segmentation: struct<matched_folder: string>, Equipment Complex-Scene Reasoning Video Object Segmentation: struct<matched_folder: string>, Human Video Grounding: struct<matched_folder: string>, Animal Video Grounding: struct<matched_folder: string>, Automobile Video Grounding: struct<matched_folder: string>, Sythetic Video Depth Estimation: struct<matched_folder: string>, Indoor Static Video Depth Estimation: struct<matched_folder: string>, Indoor Dynamic Video Depth Estimation: struct<matched_folder: string>, Street Scene Video Depth Estimation: struct<matched_folder: string>, Color Aware Object Matching: struct<matched_folder: string>, Shape or Posture Aware Matching: struct<matched_folder: string>, Textual or Logo Markers Aware Object Matching: struct<matched_folder: string>, Size Aware Object Matching: struct<matched_folder: string>, Relative Position Aware Object Matching: struct<matched_folder: string>, Orientation and Movement Aware Object Matching: struct<matched_folder: string>, Binding Relationship Aware Object Matching: struct<matched_folder: string>, Object Markers Aware Object Matching: struct<matched_folder: string>, Ball Tracking: struct<matched_folder: string>, Vehicle Tracking: struct<matched_folder: string>, Human Tracking: struct<matched_folder: string>, Animal Tracking: struct<matched_folder: string>, General Objects Tracking: struct<matched_folder: string>, Human Part Tracking: struct<matched_folder: string>, General Objects Part Tracking: struct<matched_folder: string>, Long Video Human Tracking: struct<matched_folder: string>, Long Video General Object Tracking: struct<matched_folder: string>, Long Video Animal Tracking: struct<matched_folder: string>, Long Video Vehicle Tracking: struct<matched_folder: string>, Long Video Object Tracking in Crowd Sense: struct<matched_folder: string>, UAV Video Human Tracking: struct<matched_folder: string>, UAV Video Vehicle Tracking: struct<matched_folder: string>, UAV Video UAV Tracking: struct<matched_folder: string>, UAV Video Building Tracking: struct<matched_folder: string>, UAV Video General Object Tracking: struct<matched_folder: string>, Underwater Video Object Tracking in Blue Water: struct<matched_folder: string>, Underwater Video Object Tracking in Yellow Water: struct<matched_folder: string>, Underwater Video Object Tracking in Green Water: struct<matched_folder: string>, Underwater Video Object Tracking in White Water: struct<matched_folder: string>, Video Object Tracking in Crowd Sense: struct<matched_folder: string>, Optical Flow in Simple Synthetic Scene: struct<matched_folder: string>, Optical Flow in Complex Scene Estimation: struct<matched_folder: string>, Panoramic Optical Flow Estimation: struct<matched_folder: string>, News and Documentary Video Captioning: struct<matched_folder: string>>
              audio_generation: struct<AudioEdit: struct<matched_folder: string>, Daily Talk Generation: struct<matched_folder: string>, Emotional Speech Synthesis: struct<matched_folder: string>, Emotion Style Transfer: struct<matched_folder: string>, Text-To-Speech: struct<matched_folder: string>, Multimodal TTS: struct<matched_folder: string>, Single Caption To Audio Generation: struct<matched_folder: string>, Two Captions To Audio Generation: struct<matched_folder: string>, Image-to-Speech: struct<matched_folder: string>, Video-to-Audio: struct<matched_folder: string>, Voice Conversion: struct<matched_folder: string>, Chinese-to-English Speech Translation: struct<matched_folder: string>, English-to-Chinese Speech Translation: struct<matched_folder: string>, English-to-Mogolian Speech Translation: struct<matched_folder: string>, Piano-to-Orchestration Generation: struct<matched_folder: string>, Pop Music Generation: struct<matched_folder: string>, Singing Voice Synthesis: struct<matched_folder: string>, Song Generation: struct<matched_folder: string>, Music Style Transfer: struct<matched_folder: string>, Chord-based Music Style Transfer: struct<matched_folder: string>>
              audio_comprehension: struct<Accent Classification: struct<matched_folder: string>, Accent Sex Classification: struct<matched_folder: string>, Speaker Identification: struct<matched_folder: string>, Vocal Sound Classification: struct<matched_folder: string>, Intent Classification: struct<matched_folder: string>, Speech Command: struct<matched_folder: string>, Speech Event Extraction: struct<matched_folder: string>, Speech Emotion Recognition: struct<matched_folder: string>, Music Genre Classification: struct<matched_folder: string>, Music Instrument Classification: struct<matched_folder: string>, Music Instrument Source Analysis: struct<matched_folder: string>, Music Pitch Analysis: struct<matched_folder: string>, Note Qualities Analysis: struct<matched_folder: string>, Singer Identification: struct<matched_folder: string>, Vocal Technique Detection: struct<matched_folder: string>, Long Audio Captioning: struct<matched_folder: string>, Wild Audio Captioning: struct<matched_folder: string>, Open Audio Question Answering: struct<matched_folder: string>, Audio Question Answering: struct<matched_folder: string>, Bird Sound Detection: struct<matched_folder: string>, Animal Sound Detection: struct<matched_folder: string>, Acoustic Scene Recognition: struct<matched_folder: string>, Environment Sound Recognition: struct<matched_folder: string>, Sound Event Recognition: struct<matched_folder: string>>
              image_generation: struct<Edge-to-Image Generation: struct<matched_folder: string>, EEG-based Image Generation: struct<matched_folder: string>, Image Deraining: struct<matched_folder: string>, Image Raindrop Removal: struct<matched_folder: string>, Image Dehazing: struct<matched_folder: string>, Image Desnowing: struct<matched_folder: string>, Image Deblurring: struct<matched_folder: string>, JPEG Image Artifact Deduction: struct<matched_folder: string>, Remote Sensing Image Dehazing: struct<matched_folder: string>, Image Shadow Removal: struct<matched_folder: string>, Image Flare Removal: struct<matched_folder: string>, Underwater Image Restoration: struct<matched_folder: string>, Document Image Unwarping: struct<matched_folder: string>, Image Detail Enhancement: struct<matched_folder: string>, Low-light Image Enhancement: struct<matched_folder: string>, Face Image Inpainting: struct<matched_folder: string>, Face Image Comic Style Transfer: struct<matched_folder: string>, Text-based Style Transfer: struct<matched_folder: string>, Infection-map Generation: struct<matched_folder: string>, Face Sketch Synthesis: struct<matched_folder: string>, Image Editing with Text and Image Prompt: struct<matched_folder: string>, Image Editing with Multi-image Prompt: struct<matched_folder: string>, Image Editing with Text and Multi-image Prompt: struct<matched_folder: string>, Layout-to-Face Image Generation: struct<matched_folder: string>, Mask-to-Image Face Generation: struct<matched_folder: string>, Sketch-to-Face Image Generation: struct<matched_folder: string>, Sketch-to-Background Image Generation: struct<matched_folder: string>, Sketch-to-Scene Image Generation: struct<matched_folder: string>, Sketch-to-Image Hair Generation: struct<matched_folder: string>, Sound-to-Image Generation: struct<matched_folder: string>, Image Colorization: struct<matched_folder: string>, Chinese-based Image Editing: struct<matched_folder: string>, Text-based Image Editing: struct<matched_folder: string>, Deep Fake Generation: struct<matched_folder: string>, Text-based E-commerce Product Image Generation: struct<matched_folder: string>, Text-based Terrestrial Animal Image Generation: struct<matched_folder: string>, Long-text-based Image generation: struct<matched_folder: string>, Multi-language-based Image Generation: struct<matched_folder: string>, Handwriting Text Generation: struct<matched_folder: string>, Text-based Face Generation: struct<matched_folder: string>, Text-based Astronomical Image Generation: struct<matched_folder: string>, Text-to-Image Indian Food Generation: struct<matched_folder: string>, Text-to-Image Microorganism Generation: struct<matched_folder: string>, Text-to-Image Insect Generation: struct<matched_folder: string>, Text-to-Image Sea Animal Generation: struct<matched_folder: string>>
              3D_generation: struct<3D Point Cloud Completion: struct<matched_folder: string>, Point Cloud to Mesh Object Reconstruction: struct<matched_folder: string>, Point Cloud to Mesh Scene Reconstruction: struct<matched_folder: string>, Text to 3D Living and Arts Point Cloud Generation: struct<matched_folder: string>, Text to 3D Science and Technology Point Cloud Generation: struct<matched_folder: string>, Text to 3D Nature and Biology Point Cloud Generation: struct<matched_folder: string>, Text to 3D Culture and Structure Point Cloud Generation: struct<matched_folder: string>, Text to 3D Living and Arts Mesh Generation: struct<matched_folder: string>, Text to 3D Science and Technology Mesh Generation: struct<matched_folder: string>, Text to 3D Nature and Biology Mesh Generation: struct<matched_folder: string>, Text to 3D Culture and Structure Mesh Generation: struct<matched_folder: string>, Living and Arts Image to 3D Mesh Generation: struct<matched_folder: string>, Science and Technology Image to 3D Mesh Generation: struct<matched_folder: string>, Nature and Biology Image to 3D Mesh Generation: struct<matched_folder: string>, Culture and Structure Image to 3D Mesh Generation: struct<matched_folder: string>, RGB-D to Mesh Reconstruction: struct<matched_folder: string>, Text to 3D Motion Generation: struct<matched_folder: string>>
              nlp_task: struct<Commonsense Reasoning: struct<matched_folder: string>, Causal Reasoning: struct<matched_folder: string>, Document-Level Causal Reasoning: struct<matched_folder: string>, Counterfactual Reasoning: struct<matched_folder: string>, Analogical Reasoning: struct<matched_folder: string>, Multi-Hop Question Answering: struct<matched_folder: string>, Temporal Reasoning: struct<matched_folder: string>, Spatial Reasoning: struct<matched_folder: string>, Numerical Reasoning: struct<matched_folder: string>, Ethical Reasoning: struct<matched_folder: string>, Truthful Question Answering: struct<matched_folder: string>, Legal Question Answering: struct<matched_folder: string>, Bias Detection: struct<matched_folder: string>, Offensive Classification: struct<matched_folder: string>, Hate Speech Detection: struct<matched_folder: string>, Spam Detection: struct<matched_folder: string>, Fake News Detection: struct<matched_folder: string>, Fact Verification: struct<matched_folder: string>, Biomedical Question Answering: struct<matched_folder: string>, Medical Question Answering: struct<matched_folder: string>, Technical Question Answering: struct<matched_folder: string>, Engineering Question Answering: struct<matched_folder: string>, Science Question Answering: struct<matched_folder: string>, Earth Question Answering: struct<matched_folder: string>, Nature Question Answering: struct<matched_folder: string>, Humanities Question Answering: struct<matched_folder: string>, Social Science Question Answering: struct<matched_folder: string>, Philosophical Question Answering: struct<matched_folder: string>, Art Question Answering: struct<matched_folder: string>, Business Question Answering: struct<matched_folder: string>, History Question Answering: struct<matched_folder: string>, Fairytale Question Answering: struct<matched_folder: string>, Tweet Question Answering: struct<matched_folder: string>, Trivial QA: struct<matched_folder: string>, Open-Domain Question Answering: struct<matched_folder: string>, Conversational Question Answering: struct<matched_folder: string>, Table Question Answering: struct<matched_folder: string>, Multilingual Question Answering: struct<matched_folder: string>, Code-Switch Question Answering: struct<matched_folder: string>, Math Question Answering: struct<matched_folder: string>, Mathematical Word Problem Solving: struct<matched_folder: string>, Mathematical Proof Generation: struct<matched_folder: string>, Code Explanation: struct<matched_folder: string>, Code Defect Detection: struct<matched_folder: string>, Code Generation: struct<matched_folder: string>, Code Repair: struct<matched_folder: string>, Text-to-SQL Generation: struct<matched_folder: string>, Multilingual Translation: struct<matched_folder: string>, Low-Resource Translation: struct<matched_folder: string>, English-Chinese Translation: struct<matched_folder: string>, English-French Translation: struct<matched_folder: string>, Extractive Summarization: struct<matched_folder: string>, Abstractive Summarization: struct<matched_folder: string>, Multi-Document Summarization: struct<matched_folder: string>, Multi-Turn Daily Dialogue Generation: struct<matched_folder: string>, Table-to-Text Generation: struct<matched_folder: string>, Text Style Transfer: struct<matched_folder: string>, Story Generation: struct<matched_folder: string>, Paraphrase Generation: struct<matched_folder: string>, Grammar Correction: struct<matched_folder: string>, Time Series Prediction: struct<matched_folder: string>, Topic Classification: struct<matched_folder: string>, Natural Language Inference: struct<matched_folder: string>, Sentence Similarity Detection: struct<matched_folder: string>, Intent Detection: struct<matched_folder: string>, Stance Detection: struct<matched_folder: string>, Personality Analysis: struct<matched_folder: string>, Humor Detection: struct<matched_folder: string>, Sarcasm Detection: struct<matched_folder: string>, Sentiment Classification: struct<matched_folder: string>, Mental Health Toxicity Detection: struct<matched_folder: string>, Financial Sentiment Analysis: struct<matched_folder: string>, Metaphor Detection: struct<matched_folder: string>, Aspect Category Detection: struct<matched_folder: string>, Aspect Sentiment Classification: struct<matched_folder: string>, Aspect Term Extraction: struct<matched_folder: string>, Target-oriented Opinion Words Extraction: struct<matched_folder: string>, Aspect-Opinion Pair Extraction: struct<matched_folder: string>, End-to-End ABSA: struct<matched_folder: string>, Aspect Sentiment Triplet Extraction: struct<matched_folder: string>, Aspect-Category-Sentiment Detection: struct<matched_folder: string>, Aspect Sentiment Quad Prediction: struct<matched_folder: string>, Dialogue-Level Sentiment Quadruple Extraction: struct<matched_folder: string>, Soccer Sentiment Classification: struct<matched_folder: string>, Comparative Opinion Quintuple Extraction: struct<matched_folder: string>, Scientific NER: struct<matched_folder: string>, Temporal NER: struct<matched_folder: string>, Pathology NER: struct<matched_folder: string>, Cybersecurity NER: struct<matched_folder: string>, Geological NER: struct<matched_folder: string>, Legal NER: struct<matched_folder: string>, Organization Recognition: struct<matched_folder: string>, Person Recognition: struct<matched_folder: string>, Location Recognition: struct<matched_folder: string>, Climate Change NER: struct<matched_folder: string>, Gene/Protein Named Entity Recognition: struct<matched_folder: string>, Chemical Named Entity Recognition: struct<matched_folder: string>, Disease-NER: struct<matched_folder: string>, Scientific Relation Extraction: struct<matched_folder: string>, News Relation Extraction: struct<matched_folder: string>, Joint NER and RE: struct<matched_folder: string>, DocRE: struct<matched_folder: string>, Adverse Drug Reaction: struct<matched_folder: string>, Protein-Protein Interaction Extraction: struct<matched_folder: string>, Drug-Drug Interaction: struct<matched_folder: string>, Genetic Association Datebase: struct<matched_folder: string>, Chemical-Protein Relationship Extraction: struct<matched_folder: string>, Event Trigger Detection: struct<matched_folder: string>, Temporal Event Reasoning: struct<matched_folder: string>, Event Coreference Resolution: struct<matched_folder: string>, Semantic Role Labeling: struct<matched_folder: string>, Abstract Meaning Representation: struct<matched_folder: string>, Dependency Parsing: struct<matched_folder: string>, Constituency Parsing: struct<matched_folder: string>, Part-of-Speech: struct<matched_folder: string>>
              image_comprehension: struct<Sports Image Classification: struct<matched_folder: string>, Sketch-to-HTML Code Generation: struct<matched_folder: string>, Plant Disease Detection: struct<matched_folder: string>, Fruit Disease Recognition: struct<matched_folder: string>, Abnormal Heartbeat Recognition: struct<matched_folder: string>, Myocardial Infarction Recognition: struct<matched_folder: string>, Brain Tumor MRI Recognition: struct<matched_folder: string>, Pumpkin Leaf Diseases Recognition: struct<matched_folder: string>, Leukemia Classification: struct<matched_folder: string>, Multi-Page Agreement Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Application Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Certificate Document Visual Question Answering: struct<matched_folder: string>, Multi-Page E-mail Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Form Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Handwritten Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Infographic Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Invoice Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Letter Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Manual Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Meeting Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Memo Document Visual Question Answering: struct<matched_folder: string>, Multi-Page News Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Order Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Poster Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Presentation Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Report Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Request Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Resume Document Visual Question Answering: struct<matched_folder: string>, Multi-Page Sheet Document Visual Question Answering: struct<matched_folder: string>, Person Emotion Detection: struct<matched_folder: string>, Pet Face Expression Recognition: struct<matched_folder: string>, Emotion Recognition: struct<matched_folder: string>, Face Emotion Recognition: struct<matched_folder: string>, Spectrum Graph Car Classification: struct<matched_folder: string>, Attribute Hallucination Detection: struct<matched_folder: string>, Object Hallucination Detection: struct<matched_folder: string>, Instagram Image Caption: struct<matched_folder: string>, Satellite Image Caption: struct<matched_folder: string>, Astronomy Image Captioning: struct<matched_folder: string>, Pedestrian Instance Segmentation: struct<matched_folder: string>, Vehicle Instance Segmentation: struct<matched_folder: string>, Handwriting OCR: struct<matched_folder: string>, Letter and Number OCR: struct<matched_folder: string>, License Plate OCR: struct<matched_folder: string>, Radical-Level Oracle Bone Character Recognition: struct<matched_folder: string>, Latex Code Recognition: struct<matched_folder: string>, Indoor Semantic Segmentation: struct<matched_folder: string>, Pedestrian Semantic Segmentation: struct<matched_folder: string>, Road Semantic Segmentation: struct<matched_folder: string>, Vehicle Semantic Segmentation: struct<matched_folder: string>, People Clothing Segmentation: struct<matched_folder: string>, Flood Area Segmentation: struct<matched_folder: string>, Short Expression Visual Grounding: struct<matched_folder: string>, External Knowledge Required Image Question Answering: struct<matched_folder: string>, Medical Image Question Answering: struct<matched_folder: string>, Reasoning and Compositional Image Question Answering: struct<matched_folder: string>, Geography Visual Question Answering: struct<matched_folder: string>, Geometry Visual Question Answering: struct<matched_folder: string>, Lung Nodule Diagnosis Visual Question Answering: struct<matched_folder: string>, Mathematical Statistical Reasoning Visual Question Answering: struct<matched_folder: string>, Mathematical Textbook Visual Question Answering: struct<matched_folder: string>, Mathematical Word Problem Visual Question Answering: struct<matched_folder: string>, Physics Visual Question Answering: struct<matched_folder: string>, Mathematical Synthetic Scene Visual Question Answering: struct<matched_folder: string>, Remote Sense Visual Question Answering: struct<matched_folder: string>, Skin Disease Visual Question Answering: struct<matched_folder: string>, Internet-Retrieved-Information Visual Question Answering: struct<matched_folder: string>, Webpage Content Visual Question Answering: struct<matched_folder: string>, Sporting-related VQA: struct<matched_folder: string>, Financial Dialogue VQA: struct<matched_folder: string>, Historical Multi-Source Dialogue: struct<matched_folder: string>, Multi-Turn Interactive Dialogue: struct<matched_folder: string>, Complex Multi-Scenario Dialogue: struct<matched_folder: string>, Multimodal Slide Question Answering: struct<matched_folder: string>, Multimodal Document VQA: struct<matched_folder: string>, Multimodal Document Fine-grained Reasoning: struct<matched_folder: string>, Textbook Diagram VQA: struct<matched_folder: string>, Education-Related VQA: struct<matched_folder: string>, Book Information VQA: struct<matched_folder: string>, Textual Document VQA: struct<matched_folder: string>, Text-Table-Image Joint Reasoning: struct<matched_folder: string>, Handwritten Formula Visual Question Answering: struct<matched_folder: string>, Face Comparison Visual Question Answering: struct<matched_folder: string>, Image Similarity Visual Question Answering: struct<matched_folder: string>, Art Image Visual Question Answering: struct<matched_folder: string>, Culture Image Visual Question Answering: struct<matched_folder: string>, Imge Editing Instruction Generation: struct<matched_folder: string>, Bottle Anomaly Detection: struct<matched_folder: string>, Cable Anomaly Detection: struct<matched_folder: string>, Capsule Anomaly Detection: struct<matched_folder: string>, Carpet Anomaly Detection: struct<matched_folder: string>, Grid Anomaly Detection: struct<matched_folder: string>, Hazelnut Anomaly Detection: struct<matched_folder: string>, Leather Anomaly Detection: struct<matched_folder: string>, Metal Nut Anomaly Detection: struct<matched_folder: string>, Pill Anomaly Detection: struct<matched_folder: string>, Screw Anomaly Detection: struct<matched_folder: string>, Tile Anomaly Detection: struct<matched_folder: string>, Toothbrush-Anomaly Detection: struct<matched_folder: string>, Transistor Anomaly Detection: struct<matched_folder: string>, Wood Anomaly Detection: struct<matched_folder: string>, Zipper Anomaly Detection: struct<matched_folder: string>, COVID-19 CT Scan Lesion Segmentation: struct<matched_folder: string>, Hubmap Organ Segmentation: struct<matched_folder: string>, Lung segmentation: struct<matched_folder: string>, Bacteria Segmentation: struct<matched_folder: string>, Tuberculosis X-ray Segmentation: struct<matched_folder: string>, Person Keypoint Detection: struct<matched_folder: string>, Image Pair Multi-Attribute Question Answering: struct<matched_folder: string>, Numerical Dual Image Description Verification: struct<matched_folder: string>, Aircraft Model Matching: struct<matched_folder: string>, Car Model Matching: struct<matched_folder: string>, Pose and Activity Consistency Verification: struct<matched_folder: string>, Digital Consistency Comparison: struct<matched_folder: string>, Egocentric Daily Tasks Action Planning: struct<matched_folder: string>, Context-Aware Embodied Agent Dialogue: struct<matched_folder: string>, Embodied Navigating Visual Question Answering: struct<matched_folder: string>, Environment-Based Next-action Description: struct<matched_folder: string>, Multimodal Decision-making Reasoning: struct<matched_folder: string>, Comic Dialogue Completion: struct<matched_folder: string>, Fashion Concept Visual Question Answering: struct<matched_folder: string>, Cloth Color Visual Question Answering: struct<matched_folder: string>, Multi-Image Visual Entailment Reasoning: struct<matched_folder: string>, Visual Step Completion: struct<matched_folder: string>, Recipe Ingredient Description: struct<matched_folder: string>, Visual Step Matching Reasoning: struct<matched_folder: string>, Industrial Inspection Multi-Image Reasoning: struct<matched_folder: string>, Property Coherence Reasoning: struct<matched_folder: string>, Recipe Completion: struct<matched_folder: string>, Comic Panel VQA: struct<matched_folder: string>, Abduction-based VQA: struct<matched_folder: string>, Dual-Image Causal-and-Effect Reasoning: struct<matched_folder: string>, Driving Recording Reasoning: struct<matched_folder: string>, Attribute Congruity Reasoning: struct<matched_folder: string>, Seed Counting: struct<matched_folder: string>, Vehicle Counting: struct<matched_folder: string>, Multimodal Neural Translation: struct<matched_folder: string>, Small Object Detection: struct<matched_folder: string>, Traffic Signs Detection: struct<matched_folder: string>, Medical Device Detection: struct<matched_folder: string>, Wound Detection: struct<matched_folder: string>, Gauge Detection: struct<matched_folder: string>, Parking Space Detection: struct<matched_folder: string>, Tree Detection: struct<matched_folder: string>, Traffic Light Detection: struct<matched_folder: string>, rock-paper-scissors-gesture-detection: struct<matched_folder: string>, Price Tag Detection and Text Grounding: struct<matched_folder: string>, Retail Object Detection: struct<matched_folder: string>, Exit Sign Detection: struct<matched_folder: string>, Handwriting Component Detection: struct<matched_folder: string>, Sign Language Detection: struct<matched_folder: string>, football player detection: struct<matched_folder: string>, Pest Detection: struct<matched_folder: string>, Underwater garbage Detection: struct<matched_folder: string>, Food Detection: struct<matched_folder: string>, Circuit Elements Detection: struct<matched_folder: string>, Tabular Data Detection: struct<matched_folder: string>, Radio-Spectrogram Detection: struct<matched_folder: string>, Empty Shelf Detection: struct<matched_folder: string>, Tomato Detection: struct<matched_folder: string>, Drone Detection: struct<matched_folder: string>, Bee Detection: struct<matched_folder: string>, Cat Faces Detection: struct<matched_folder: string>, Bird Detection: struct<matched_folder: string>, Deepfish Detection: struct<matched_folder: string>, Raccoon Detection: struct<matched_folder: string>, Ship Detection: struct<matched_folder: string>, Weed Detection: struct<matched_folder: string>, Radar Ship Detection: struct<matched_folder: string>, Animal Image Matting: struct<matched_folder: string>, Portrait Matting: struct<matched_folder: string>, Text Manipulation Region Matting: struct<matched_folder: string>, Person Hair Matting: struct<matched_folder: string>, Animal Recognition: struct<matched_folder: string>, Big Cat Image Recognition: struct<matched_folder: string>, Fruit Recognition: struct<matched_folder: string>, Vegetable Recognition: struct<matched_folder: string>, Car Brands Recognition: struct<matched_folder: string>, Damaged Egg Recognition: struct<matched_folder: string>, Dog Breeds Recognition: struct<matched_folder: string>, Garbage Classification: struct<matched_folder: string>, Mammal Recognition: struct<matched_folder: string>, Utensil Recognition: struct<matched_folder: string>, Bird Species Recognition: struct<matched_folder: string>, Chinese Fine Art Recognition: struct<matched_folder: string>, Famous Iconic Women Recognition: struct<matched_folder: string>, Text Manipulation Classification: struct<matched_folder: string>, Gender Recognition: struct<matched_folder: string>, Infrared/Thermal Image Classification: struct<matched_folder: string>, Waste Item Image Classification: struct<matched_folder: string>, Image Style Classification: struct<matched_folder: string>, Microorganism Image Classification: struct<matched_folder: string>, Deep Fake Detection: struct<matched_folder: string>, Road Scene Panoptic Segmentation: struct<matched_folder: string>, Yoga Pose Recognition: struct<matched_folder: string>, Classification of Visual Spatial Relationship: struct<matched_folder: string>, Description of Single Spatial Relationship: struct<matched_folder: string>, Description of Open-ended Spatial Relationship: struct<matched_folder: string>, RGBD Semantic Segmentation: struct<matched_folder: string>, Strawberry Ripeness Recognition: struct<matched_folder: string>, Fire Detection: struct<matched_folder: string>, Gun Detection: struct<matched_folder: string>, Construction Safety Equipment Detection: struct<matched_folder: string>, Safety Vests Detection: struct<matched_folder: string>, Fall Human Detection: struct<matched_folder: string>, Smoke Detection: struct<matched_folder: string>, Helmet Detection: struct<matched_folder: string>, Image Scene Graph Parsing: struct<matched_folder: string>, Terrain Recognition: struct<matched_folder: string>, American Sign Language Recognition: struct<matched_folder: string>, Before-After Relationship Caption: struct<matched_folder: string>, Surveillance Object-Level Change Description: struct<matched_folder: string>, Multi-Image Alteration Description: struct<matched_folder: string>, Bird Variation Comparison Description: struct<matched_folder: string>, Subtle Difference Description: struct<matched_folder: string>, Multimodal Relation Extraction: struct<matched_folder: string>, Animated Story Completion: struct<matched_folder: string>, Cartoon Story Telling: struct<matched_folder: string>, Multi-image Next-frame Description: struct<matched_folder: string>, Sequential Photo Storytelling: struct<matched_folder: string>, Sequential Story Completion: struct<matched_folder: string>>
              vs
              task: string
              data_source: string
              type: string
              modality: struct<in: list<item: string>, out: list<item: string>>
              version: string
              set_type: string
              data: list<item: struct<input: struct<original_3d_point_file: string, 3d_point_file: string, question: string, prompt: string>, output: struct<answer: string>, id: string>>

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

YAML Metadata Warning: empty or missing yaml metadata in repo card (https://huggingface.co/docs/hub/datasets-cards)

On Path to Multimodal Generalist: General-Level and General-Bench

[📖 Project] [🏆 Leaderboard] [📄 Paper] [🤗 Paper-HF] [🤗 Dataset-HF] [📝 Dataset-Github]

Scoped Close Set of General-Bench

This is the Scoped Close Set, with all the data exactly the same as in 👉 Close Set. We divided all the data into different scopes and blocks, each according to a certain specific leaderboard defined in 🏆 Leaderboard. Please download the dataset accordingly.

✨✨✨ Scope-A

Full-spectrum leaderboard covering all modalities and tasks under General-Level, for highly capable, general-purpose multimodal models.

🔍 Details:
- ✔️ Covers all General-Level tasks and modalities.
- ✔️ Most challenging track; requires high model capacity and resource commitment.
🎉 Highlights:
- ✔️ Evaluates holistic generalization and cross-modal synergy.
- ✔️ Suitable for near-AGI or foundation-level multimodal generalists.

In Scope-A, we additionally provide a quick version of the dataset to enable fast and comprehensive evaluation of model capabilities.

You can find this simplified dataset in the S-A-Quick folder.

Note: We only provide the annotated metadata (e.g., JSON files) in this folder. The corresponding image/video/audio/3D data can still be accessed from the 👉 Close Set repository.

The file structure of S-A-Quick is shown as follows:

.
|-- 3D
|   |-- comprehension
|   |-- comprehension
|   |   |-- 3d_classification
|   |   |-- ...
|   |   `-- 3d_part_segmentation
|   `-- generation
|-- audio
|   |-- comprehension
|   |-- comprehension
|   |   |-- AccentClassification
|   |   |   `-- annotation.json
|   |   |-- AccentSexClassification
|   |   |   `-- annotation.json
|   |   |-- ...
|   |   `-- WildAudioCaptioning
|   `-- generation
|       |-- AudioEdit
|       |   `-- annotation.json
|       |-- ChordBasedMusicStyleTransfer
|       |-- DailyTalkGeneration
|       |-- VideoToAudio
|       `-- VoiceConversion
|-- image
|   |-- comprehension
|   `-- generation
|-- nlp
|   |-- Abstract-Meaning-Representation
|   |   `-- annotation.json
|   |-- Abstractive-Summarization
|   |   `-- annotation.json
|   |-- Time-Series
|   |-- ...
|   |-- Trivia-Question-Answering
|   |-- Truthful-Question-Answering
|   `-- Tweet-Question-Answering
`-- video
    |-- comprehension
    `-- generation

An illustrative example of annotation JSON formats:

🌐🌐🌐 Scope-B

Modality-specific leaderboards focusing on single modality or partially joint modality (e.g., image, video, audio, 3D) for modality-wise generalists.

🔍 Details:
- ✔️ 7 separate leaderboards (4 single modality + 3 combined modality).
- ✔️ Focuses on mastering diverse tasks within a single modality.
🎉 Highlights:
- ✔️ Measures within-modality generalization.
- ✔️ Suited for intermediate-level models with cross-task transferability.

In Scope-B, we provide the subset of data corresponding to each sub-leaderboard. Each task is represented by a separate JSON file, which specifies the dataset associated with that particular sub-leaderboard, including the relevant file names. All referenced data files can be found in the 👉 Close Set repository.

{  
   ## paradigm
  "comprehension": { 
    ## skill name
    "Speech Accent Understanding":   
    [
      {
        ## task name：data file name in Closeset
        "Accent Classification": "AccentClassification"   
      },
      {
        "Accent Sex Classification": "AccentSexClassification"
      },
      {
        "Speaker Identification": "SpeakerIdentification"
      },
      {
        "Vocal Sound Classification": "VocalSoundClassification"
      }
    ],
    ...
  }
}

🖼️🖼️🖼️ Scope-C

Leaderboards categorized by comprehension vs. generation tasks within each modality. Lower entry barrier for early-stage or lightweight models.

🔍 Details:
- ✔️ 8 leaderboards: 2 × 4 for multimodal comprehension/generation under different modalities.
- ✔️ Supports entry-level model evaluation or teams with limited resources.
🎉 Highlights:
- ✔️ Assesses task-type specialization: understanding or generation.
- ✔️ Reflects generalization across task types.

In Scope-C, we provide the subset of data corresponding to each sub-leaderboard. Each task is represented by a separate JSON file, which specifies the dataset associated with that particular sub-leaderboard, including the relevant file names. All referenced data files can be found in the 👉 Close Set repository.

{
    ## skill name
  "3D Human-related Object Classification": [
    {
        ## task name：data file name in Closeset
      "3D Accessory Classification": "3d_classification/ModelNet40/accessory"
    },
    {
      "3D Appliance Classification": "3d_classification/ModelNet40/appliance"
    },
    {
      "3D Tableware Classification": "3d_classification/ModelNet40/tableware"
    },
    {
      "3D Musical Instrument Classification": "3d_classification/ModelNet40/musical_instrument"
    },
    {
      "3D Person Classification": "3d_classification/ModelNet40/person"
    }
  ],
  ...
}

📽️📽️📽️ Scope-D

Fine-grained leaderboards focused on specific task clusters (e.g., VQA, Captioning, Speech Recognition), ideal for partial generalists.

🔍 Details:
- ✔️ Large number of sub-leaderboards, each scoped to a skill set.
- ✔️ Easiest to participate; lowest cost.
🎉 Highlights:
- ✔️ Evaluates fine-grained skill performance.
- ✔️ Helps identify model strengths and specialization areas.
- ✔️ Encourages progressive development toward broader leaderboard participation.

In Scope-D, we provide subset datasets corresponding to each sub-leaderboard. Each task is represented by a JSON file named in the format: {modality name}——{comp/gen}_{clustered skill name}.json. Each JSON file specifies the dataset used for the corresponding sub-leaderboard task, including the list of relevant file names. All referenced data files can be found in the 👉 Close Set repository.

{   
    ## clusered skill name
  "Classifcation": {
    ## skill name
    "3D Human-related Object Classification": [
      "3d_classification/ModelNet40/accessory",  ## data file name in Closeset
      "3d_classification/ModelNet40/appliance",
      "3d_classification/ModelNet40/tableware",
      "3d_classification/ModelNet40/musical_instrument",
      "3d_classification/ModelNet40/person"
    ],
    "3D Structure and Environment Classification": [
      "3d_classification/ModelNet40/furniture",
      "3d_classification/ModelNet40/structure"
    ],
    "Transportation and Technology Object Classification": [
      "3d_classification/ModelNet40/electronic",
      "3d_classification/ModelNet40/vehicle"
    ]
  }
}

🚩🚩🚩 Citation

If you find this project useful to your research, please kindly cite our paper:

@articles{fei2025pathmultimodalgeneralistgenerallevel,
  title={On Path to Multimodal Generalist: General-Level and General-Bench},
  author={Hao Fei and Yuan Zhou and Juncheng Li and Xiangtai Li and Qingshan Xu and Bobo Li and Shengqiong Wu and Yaoting Wang and Junbao Zhou and Jiahao Meng and Qingyu Shi and Zhiyuan Zhou and Liangtao Shi and Minghe Gao and Daoan Zhang and Zhiqi Ge and Weiming Wu and Siliang Tang and Kaihang Pan and Yaobo Ye and Haobo Yuan and Tao Zhang and Tianjie Ju and Zixiang Meng and Shilin Xu and Liyu Jia and Wentao Hu and Meng Luo and Jiebo Luo and Tat-Seng Chua and Shuicheng Yan and Hanwang Zhang},
  eprint={2505.04620},
  archivePrefix={arXiv},
  primaryClass={cs.CV}
  url={https://arxiv.org/abs/2505.04620},
}

Downloads last month: 113

Collection including General-Level/General-Bench-Closeset-Scoped

Leaderboards and Benchmarks for MLLM

Collection

Leaderboards and Benchmarks for MLLM • 4 items • Updated May 9 • 1